Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	5205
Missing cells	14591
Missing cells (%)	10.4%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	3.1 MiB
Average record size in memory	625.5 B

Variable types

Text	4
Numeric	20
Categorical	3

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`52 Weeks High` is highly overall correlated with `52 Weeks Low` and 7 other fields	High correlation
`52 Weeks Low` is highly overall correlated with `52 Weeks High` and 9 other fields	High correlation
`Chiffre d'affaires` is highly overall correlated with `52 Weeks High` and 12 other fields	High correlation
`Currency` is highly overall correlated with `Chiffre d'affaires` and 4 other fields	High correlation
`Dividend Per Share Annual` is highly overall correlated with `52 Weeks Low` and 5 other fields	High correlation
`EBITDA` is highly overall correlated with `52 Weeks High` and 10 other fields	High correlation
`EPS Annual` is highly overall correlated with `52 Weeks High` and 10 other fields	High correlation
`Market Cap (in M)` is highly overall correlated with `52 Weeks High` and 11 other fields	High correlation
`Performance (52 weeks)` is highly overall correlated with `Price`	High correlation
`Price` is highly overall correlated with `52 Weeks High` and 10 other fields	High correlation
`Price 52 Weeks Ago` is highly overall correlated with `52 Weeks High` and 9 other fields	High correlation
`ROI Annual` is highly overall correlated with `52 Weeks Low` and 7 other fields	High correlation
`Résultat net` is highly overall correlated with `52 Weeks High` and 9 other fields	High correlation
`Total assets` is highly overall correlated with `Chiffre d'affaires` and 3 other fields	High correlation
`Volume 1 month` is highly overall correlated with `Chiffre d'affaires` and 3 other fields	High correlation
`Volume 52 weeks` is highly overall correlated with `Chiffre d'affaires` and 3 other fields	High correlation
`Currency` is highly imbalanced (91.6%)	Imbalance
`P/E Ratio` has 2487 (47.8%) missing values	Missing
`Beta` has 377 (7.2%) missing values	Missing
`Performance (52 weeks)` has 206 (4.0%) missing values	Missing
`Chiffre d'affaires` has 620 (11.9%) missing values	Missing
`Résultat net` has 142 (2.7%) missing values	Missing
`Sector` has 56 (1.1%) missing values	Missing
`Industry` has 56 (1.1%) missing values	Missing
`Price 52 Weeks Ago` has 177 (3.4%) missing values	Missing
`Total assets` has 160 (3.1%) missing values	Missing
`EPS Annual` has 72 (1.4%) missing values	Missing
`Dividend Per Share Annual` has 2663 (51.2%) missing values	Missing
`EBITDA CAGR (5y)` has 2733 (52.5%) missing values	Missing
`EBITDA` has 1134 (21.8%) missing values	Missing
`ROI Annual` has 101 (1.9%) missing values	Missing
`Ratio Debt/Equity (Annual)` has 139 (2.7%) missing values	Missing
`Dividend Yield Indicated Annual` has 3417 (65.6%) missing values	Missing
`Price` is highly skewed (γ1 = 28.4746071)	Skewed
`Market Cap (in M)` is highly skewed (γ1 = 26.01858778)	Skewed
`P/E Ratio` is highly skewed (γ1 = 34.04712074)	Skewed
`Volume 52 weeks` is highly skewed (γ1 = 45.95877214)	Skewed
`Volume 1 month` is highly skewed (γ1 = 28.59005039)	Skewed
`52 Weeks High` is highly skewed (γ1 = 36.18051647)	Skewed
`52 Weeks Low` is highly skewed (γ1 = 24.52086075)	Skewed
`Chiffre d'affaires` is highly skewed (γ1 = 66.95276587)	Skewed
`Résultat net` is highly skewed (γ1 = -71.12435832)	Skewed
`Price 52 Weeks Ago` is highly skewed (γ1 = 35.41533371)	Skewed
`EPS Annual` is highly skewed (γ1 = -38.88390559)	Skewed
`Dividend Per Share Annual` is highly skewed (γ1 = 50.01283392)	Skewed
`EBITDA CAGR (5y)` is highly skewed (γ1 = 49.71668423)	Skewed
`EBITDA` is highly skewed (γ1 = -63.47869814)	Skewed
`ROI Annual` is highly skewed (γ1 = -54.6172251)	Skewed
`Ratio Debt/Equity (Annual)` is highly skewed (γ1 = 36.19811775)	Skewed
`Dividend Per Share Annual` has 466 (9.0%) zeros	Zeros
`Ratio Debt/Equity (Annual)` has 1073 (20.6%) zeros	Zeros

Reproduction

Analysis started	2024-08-12 17:39:25.100781
Analysis finished	2024-08-12 17:40:06.368159
Duration	41.27 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

Symbol
Text

Distinct	5203
Distinct (%)	100.0%
Missing	2
Missing (%)	< 0.1%
Memory size	308.1 KiB

Length

Max length	5
Median length	4
Mean length	3.6029214
Min length	1

Characters and Unicode

Total characters	18746
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5203 ?
Unique (%)	100.0%

Sample

1st row	TRNS
2nd row	ACRV
3rd row	COLM
4th row	ZCMD
5th row	MOVE

Value	Count	Frequency (%)
trns	1	< 0.1%
snax	1	< 0.1%
colm	1	< 0.1%
zcmd	1	< 0.1%
move	1	< 0.1%
nmih	1	< 0.1%
gnta	1	< 0.1%
allr	1	< 0.1%
rrbi	1	< 0.1%
cndt	1	< 0.1%
Other values (5193)	5193	99.8%

Most occurring characters

Value	Count	Frequency (%)
A	1322	7.1%
C	1298	6.9%
T	1239	6.6%
S	1205	6.4%
R	1175	6.3%
N	1083	5.8%
I	960	5.1%
L	931	5.0%
M	885	4.7%
E	860	4.6%
Other values (16)	7788	41.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	18746	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	1322	7.1%
C	1298	6.9%
T	1239	6.6%
S	1205	6.4%
R	1175	6.3%
N	1083	5.8%
I	960	5.1%
L	931	5.0%
M	885	4.7%
E	860	4.6%
Other values (16)	7788	41.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	18746	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	1322	7.1%
C	1298	6.9%
T	1239	6.6%
S	1205	6.4%
R	1175	6.3%
N	1083	5.8%
I	960	5.1%
L	931	5.0%
M	885	4.7%
E	860	4.6%
Other values (16)	7788	41.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	18746	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	1322	7.1%
C	1298	6.9%
T	1239	6.6%
S	1205	6.4%
R	1175	6.3%
N	1083	5.8%
I	960	5.1%
L	931	5.0%
M	885	4.7%
E	860	4.6%
Other values (16)	7788	41.5%

Company Name
Text

Distinct	5204
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	397.1 KiB

Length

Max length	76
Median length	54
Mean length	21.091643
Min length	2

Characters and Unicode

Total characters	109782
Distinct characters	74
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5203 ?
Unique (%)	> 99.9%

Sample

1st row	Transcat Inc
2nd row	Acrivon Therapeutics Inc
3rd row	Columbia Sportswear Co
4th row	Zhongchao Inc
5th row	Movano Inc

Value	Count	Frequency (%)
inc	3140	18.7%
corp	896	5.3%
ltd	415	2.5%
holdings	374	2.2%
group	288	1.7%
fund	268	1.6%
co	193	1.1%
income	192	1.1%
therapeutics	186	1.1%
trust	159	0.9%
Other values (5262)	10686	63.6%

Most occurring characters

Value	Count	Frequency (%)
	11592	10.6%
n	9400	8.6%
e	7479	6.8%
o	6758	6.2%
c	6398	5.8%
i	6236	5.7%
r	6205	5.7%
a	6022	5.5%
t	5122	4.7%
s	4194	3.8%
Other values (64)	40376	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	109782	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	11592	10.6%
n	9400	8.6%
e	7479	6.8%
o	6758	6.2%
c	6398	5.8%
i	6236	5.7%
r	6205	5.7%
a	6022	5.5%
t	5122	4.7%
s	4194	3.8%
Other values (64)	40376	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	109782	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	11592	10.6%
n	9400	8.6%
e	7479	6.8%
o	6758	6.2%
c	6398	5.8%
i	6236	5.7%
r	6205	5.7%
a	6022	5.5%
t	5122	4.7%
s	4194	3.8%
Other values (64)	40376	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	109782	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	11592	10.6%
n	9400	8.6%
e	7479	6.8%
o	6758	6.2%
c	6398	5.8%
i	6236	5.7%
r	6205	5.7%
a	6022	5.5%
t	5122	4.7%
s	4194	3.8%
Other values (64)	40376	36.8%

Price
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	3695
Distinct (%)	71.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.349616

Minimum	0.0503
Maximum	8506.24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0.0503
5-th percentile	0.62112
Q1	3.58
median	12.25
Q3	39.32
95-th percentile	184.318
Maximum	8506.24
Range	8506.1897
Interquartile range (IQR)	35.74

Descriptive statistics

Standard deviation	169.51091
Coefficient of variation (CV)	3.6572237
Kurtosis	1257.2903
Mean	46.349616
Median Absolute Deviation (MAD)	10.61
Skewness	28.474607
Sum	241249.75
Variance	28733.95
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.16	9	0.2%
1.4	8	0.2%
1.01	8	0.2%
1.02	8	0.2%
1.65	8	0.2%
1.06	8	0.2%
1.04	8	0.2%
1.6	7	0.1%
11.45	7	0.1%
1.47	7	0.1%
Other values (3685)	5127	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0503	1	< 0.1%
0.075	1	< 0.1%
0.076	1	< 0.1%
0.0766	1	< 0.1%
0.08	1	< 0.1%
0.0823	1	< 0.1%
0.092	1	< 0.1%
0.0933	1	< 0.1%
0.0945	1	< 0.1%
0.0978	1	< 0.1%

Value	Count	Frequency (%)
8506.24	1	< 0.1%
3443.05	1	< 0.1%
3120.25	1	< 0.1%
1974.15	1	< 0.1%
1883.62	1	< 0.1%
1752.25	1	< 0.1%
1701.48	1	< 0.1%
1521.92	1	< 0.1%
1397.26	1	< 0.1%
1259.41	1	< 0.1%

Market Cap (in M)
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5200
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11000.458

Minimum	0
Maximum	3287742.5
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6.8301727
Q1	93.503234
median	553.91131
Q3	3255.8942
95-th percentile	38320.067
Maximum	3287742.5
Range	3287742.5
Interquartile range (IQR)	3162.3909

Descriptive statistics

Standard deviation	89671.506
Coefficient of variation (CV)	8.151616
Kurtosis	802.27443
Mean	11000.458
Median Absolute Deviation (MAD)	536.63174
Skewness	26.018588
Sum	57257382
Variance	8.0409791 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	0.1%
203.84	2	< 0.1%
21.11919333	2	< 0.1%
44.22	2	< 0.1%
101.819299	1	< 0.1%
9150.268493	1	< 0.1%
187.13	1	< 0.1%
1420.384117	1	< 0.1%
1300.036875	1	< 0.1%
2651.83368	1	< 0.1%
Other values (5190)	5190	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
0.135	1	< 0.1%
0.202462083	1	< 0.1%
0.290874472	1	< 0.1%
0.3662907246	1	< 0.1%
0.5117001326	1	< 0.1%
0.6849636886	1	< 0.1%
0.6859719465	1	< 0.1%
0.727851	1	< 0.1%
0.7453370722	1	< 0.1%

Value	Count	Frequency (%)
3287742.486	1	< 0.1%
3017962.34	1	< 0.1%
2581647.096	1	< 0.1%
2024988.839	1	< 0.1%
1752130.051	1	< 0.1%
1309863.215	1	< 0.1%
847457.4806	1	< 0.1%
690133.0242	1	< 0.1%
638928.0644	1	< 0.1%
585534.9078	1	< 0.1%

P/E Ratio
Real number (ℝ)

MISSING SKEWED

Distinct	2712
Distinct (%)	99.8%
Missing	2487
Missing (%)	47.8%
Infinite	0
Infinite (%)	0.0%
Mean	60.377204

Minimum	0.0062
Maximum	21839.557
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0.0062
5-th percentile	3.10411
Q1	10.04845
median	18.5168
Q3	34.7352
95-th percentile	127.53008
Maximum	21839.557
Range	21839.551
Interquartile range (IQR)	24.68675

Descriptive statistics

Standard deviation	513.1656
Coefficient of variation (CV)	8.499327
Kurtosis	1328.3958
Mean	60.377204
Median Absolute Deviation (MAD)	10.1093
Skewness	34.047121
Sum	164105.24
Variance	263338.93
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.4093	2	< 0.1%
10.3985	2	< 0.1%
16.1532	2	< 0.1%
4.4923	2	< 0.1%
15.2663	2	< 0.1%
5.372	2	< 0.1%
74.8157	1	< 0.1%
3.0741	1	< 0.1%
8.1228	1	< 0.1%
60.109	1	< 0.1%
Other values (2702)	2702	51.9%
(Missing)	2487	47.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0062	1	< 0.1%
0.0203	1	< 0.1%
0.0302	1	< 0.1%
0.0406	1	< 0.1%
0.0578	1	< 0.1%
0.1099	1	< 0.1%
0.1138	1	< 0.1%
0.1795	1	< 0.1%
0.1814	1	< 0.1%
0.1884	1	< 0.1%

Value	Count	Frequency (%)
21839.5571	1	< 0.1%
12604.5649	1	< 0.1%
3923.2138	1	< 0.1%
3507.735	1	< 0.1%
2956.059	1	< 0.1%
2646.6441	1	< 0.1%
2163.2004	1	< 0.1%
2088.6392	1	< 0.1%
1789.4863	1	< 0.1%
1524.9309	1	< 0.1%

Beta
Real number (ℝ)

MISSING

Distinct	4827
Distinct (%)	> 99.9%
Missing	377
Missing (%)	7.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.0560383

Minimum	-9.529384
Maximum	47.4254
Zeros	0
Zeros (%)	0.0%
Negative	521
Negative (%)	10.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	-9.529384
5-th percentile	-0.30892312
Q1	0.41308804
median	0.9198492
Q3	1.5517692
95-th percentile	2.9434535
Maximum	47.4254
Range	56.954784
Interquartile range (IQR)	1.1386811

Descriptive statistics

Standard deviation	1.3628532
Coefficient of variation (CV)	1.2905339
Kurtosis	290.64115
Mean	1.0560383
Median Absolute Deviation (MAD)	0.562268
Skewness	9.1941424
Sum	5098.5531
Variance	1.8573689
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.87638956	2	< 0.1%
0.9319894	1	< 0.1%
0.76148	1	< 0.1%
1.289463	1	< 0.1%
0.93625027	1	< 0.1%
0.90106916	1	< 0.1%
0.8942454	1	< 0.1%
0.990637	1	< 0.1%
0.023227256	1	< 0.1%
0.21630187	1	< 0.1%
Other values (4817)	4817	92.5%
(Missing)	377	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.529384	1	< 0.1%
-6.9775743	1	< 0.1%
-6.976032	1	< 0.1%
-5.8663783	1	< 0.1%
-5.5417604	1	< 0.1%
-5.3560877	1	< 0.1%
-4.9759016	1	< 0.1%
-4.6895614	1	< 0.1%
-4.5976734	1	< 0.1%
-4.5330396	1	< 0.1%

Value	Count	Frequency (%)
47.4254	1	< 0.1%
19.570795	1	< 0.1%
15.053838	1	< 0.1%
11.313087	1	< 0.1%
10.333447	1	< 0.1%
9.652831	1	< 0.1%
9.578695	1	< 0.1%
8.625989	1	< 0.1%
8.4484005	1	< 0.1%
8.446643	1	< 0.1%

Volume 52 weeks
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5200
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1394929.4

Minimum	0
Maximum	4.6049593 × 10⁸
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0
5-th percentile	12404.524
Q1	85787.698
median	352927.78
Q3	1098329.4
95-th percentile	5102799.5
Maximum	4.6049593 × 10⁸
Range	4.6049593 × 10⁸
Interquartile range (IQR)	1012541.7

Descriptive statistics

Standard deviation	7481321.4
Coefficient of variation (CV)	5.3632258
Kurtosis	2738.7338
Mean	1394929.4
Median Absolute Deviation (MAD)	314832.94
Skewness	45.958772
Sum	7.2606076 × 10⁹
Variance	5.597017 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
291535.3175	2	< 0.1%
6648.015873	2	< 0.1%
82251.5873	2	< 0.1%
0	2	< 0.1%
225453.9683	2	< 0.1%
78841.66667	1	< 0.1%
1216939.683	1	< 0.1%
13591270.63	1	< 0.1%
273965.0794	1	< 0.1%
801371.4286	1	< 0.1%
Other values (5190)	5190	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
156.5737052	1	< 0.1%
251.984127	1	< 0.1%
329.7619048	1	< 0.1%
343.484127	1	< 0.1%
364.0355731	1	< 0.1%
665.0873016	1	< 0.1%
777.7777778	1	< 0.1%
849.2063492	1	< 0.1%
935.059761	1	< 0.1%

Value	Count	Frequency (%)
460495926.5	1	< 0.1%
107475531.3	1	< 0.1%
60843084.92	1	< 0.1%
60546926.98	1	< 0.1%
56703451.59	1	< 0.1%
53449109.52	1	< 0.1%
53207215.08	1	< 0.1%
52205071.83	1	< 0.1%
49901964.06	1	< 0.1%
46498527.38	1	< 0.1%

Volume 1 month
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5118
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1577860.7

Minimum	0
Maximum	3.4773365 × 10⁸
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0
5-th percentile	8481.7391
Q1	72173.913
median	339656.52
Q3	1171152.2
95-th percentile	6110533.9
Maximum	3.4773365 × 10⁸
Range	3.4773365 × 10⁸
Interquartile range (IQR)	1098978.3

Descriptive statistics

Standard deviation	6847884.2
Coefficient of variation (CV)	4.3399801
Kurtosis	1294.1895
Mean	1577860.7
Median Absolute Deviation (MAD)	312639.13
Skewness	28.59005
Sum	8.2127651 × 10⁹
Variance	4.6893518 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81686.95652	3	0.1%
52026.08696	3	0.1%
51391.30435	3	0.1%
23152.17391	3	0.1%
13913.04348	2	< 0.1%
25865.21739	2	< 0.1%
4356.521739	2	< 0.1%
1244960.87	2	< 0.1%
2143.478261	2	< 0.1%
18326.08696	2	< 0.1%
Other values (5108)	5181	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
4.545454545	1	< 0.1%
17.39130435	1	< 0.1%
47.82608696	1	< 0.1%
65.2173913	1	< 0.1%
73.91304348	1	< 0.1%
125.0416667	1	< 0.1%
139.1304348	1	< 0.1%
181.8181818	1	< 0.1%
182.6086957	1	< 0.1%

Value	Count	Frequency (%)
347733646.8	1	< 0.1%
110366273.9	1	< 0.1%
108802565.2	1	< 0.1%
81539721.74	1	< 0.1%
78406543.48	1	< 0.1%
63759239.13	1	< 0.1%
60902782.61	1	< 0.1%
59622121.74	1	< 0.1%
58253669.57	1	< 0.1%
53438513.04	1	< 0.1%

52 Weeks High
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	3864
Distinct (%)	74.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.169438

Minimum	0.87
Maximum	14400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0.87
5-th percentile	2.4918
Q1	8.7
median	18.75
Q3	53.31
95-th percentile	227.846
Maximum	14400
Range	14399.13
Interquartile range (IQR)	44.61

Descriptive statistics

Standard deviation	271.24489
Coefficient of variation (CV)	4.3629941
Kurtosis	1713.4033
Mean	62.169438
Median Absolute Deviation (MAD)	13.84
Skewness	36.180516
Sum	323591.93
Variance	73573.792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	9	0.2%
12	8	0.2%
13	8	0.2%
2.05	8	0.2%
4	8	0.2%
12.5	7	0.1%
11.85	7	0.1%
3.6	7	0.1%
2.1	7	0.1%
32	6	0.1%
Other values (3854)	5130	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.87	1	< 0.1%
0.8999	2	< 0.1%
0.9039	1	< 0.1%
0.909	1	< 0.1%
0.93	1	< 0.1%
0.94	1	< 0.1%
0.98	2	< 0.1%
0.99	1	< 0.1%
1.01	1	< 0.1%
1.02	1	< 0.1%

Value	Count	Frequency (%)
14400	1	< 0.1%
8700	1	< 0.1%
4144.32	1	< 0.1%
3242.54	1	< 0.1%
2173.01	1	< 0.1%
1905.09	1	< 0.1%
1899.21	1	< 0.1%
1759.76	1	< 0.1%
1670.24	1	< 0.1%
1535.86	1	< 0.1%

52 Weeks Low
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	3638
Distinct (%)	69.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.073025

Minimum	0.0004
Maximum	5210.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0.0004
5-th percentile	0.44108
Q1	2.32
median	9.8
Q3	28.2
95-th percentile	135.084
Maximum	5210.49
Range	5210.4896
Interquartile range (IQR)	25.88

Descriptive statistics

Standard deviation	113.50719
Coefficient of variation (CV)	3.4320171
Kurtosis	942.82077
Mean	33.073025
Median Absolute Deviation (MAD)	8.5
Skewness	24.520861
Sum	172145.1
Variance	12883.882
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.75	13	0.2%
1	11	0.2%
0.65	10	0.2%
1.21	9	0.2%
1.04	9	0.2%
0.7	9	0.2%
1.1	9	0.2%
1.5	9	0.2%
0.4	8	0.2%
1.25	8	0.2%
Other values (3628)	5110	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0004	1	< 0.1%
0.0131	1	< 0.1%
0.038	1	< 0.1%
0.048	1	< 0.1%
0.056	1	< 0.1%
0.064	1	< 0.1%
0.07	1	< 0.1%
0.0712	1	< 0.1%
0.0734	1	< 0.1%
0.0767	1	< 0.1%

Value	Count	Frequency (%)
5210.49	1	< 0.1%
2735.3	1	< 0.1%
2379.02	1	< 0.1%
1401.0101	1	< 0.1%
1295.65	1	< 0.1%
1274.91	1	< 0.1%
1141.04	1	< 0.1%
930.72	1	< 0.1%
860.1	1	< 0.1%
811.99	1	< 0.1%

Exchange
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	316.4 KiB

NASDAQ	3157
NYSE	2048

Length

Max length	6
Median length	6
Mean length	5.2130644
Min length	4

Characters and Unicode

Total characters	27134
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NASDAQ
2nd row	NASDAQ
3rd row	NASDAQ
4th row	NASDAQ
5th row	NASDAQ

Common Values

Value	Count	Frequency (%)
NASDAQ	3157	60.7%
NYSE	2048	39.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nasdaq	3157	60.7%
nyse	2048	39.3%

Most occurring characters

Value	Count	Frequency (%)
A	6314	23.3%
N	5205	19.2%
S	5205	19.2%
D	3157	11.6%
Q	3157	11.6%
Y	2048	7.5%
E	2048	7.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	27134	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	6314	23.3%
N	5205	19.2%
S	5205	19.2%
D	3157	11.6%
Q	3157	11.6%
Y	2048	7.5%
E	2048	7.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	27134	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	6314	23.3%
N	5205	19.2%
S	5205	19.2%
D	3157	11.6%
Q	3157	11.6%
Y	2048	7.5%
E	2048	7.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	27134	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	6314	23.3%
N	5205	19.2%
S	5205	19.2%
D	3157	11.6%
Q	3157	11.6%
Y	2048	7.5%
E	2048	7.5%

Performance (52 weeks)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	4990
Distinct (%)	99.8%
Missing	206
Missing (%)	4.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0032912484

Minimum	-0.99985424
Maximum	33.280986
Zeros	0
Zeros (%)	0.0%
Negative	2441
Negative (%)	46.9%
Memory size	40.8 KiB

Quantile statistics

Minimum	-0.99985424
5-th percentile	-0.85564087
Q1	-0.33778981
median	0.013992044
Q3	0.21187696
95-th percentile	0.76862214
Maximum	33.280986
Range	34.28084
Interquartile range (IQR)	0.54966677

Descriptive statistics

Standard deviation	0.76752171
Coefficient of variation (CV)	-233.20079
Kurtosis	720.02481
Mean	-0.0032912484
Median Absolute Deviation (MAD)	0.25668301
Skewness	18.09904
Sum	-16.452951
Variance	0.58908958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7109845435	2	< 0.1%
-0.7696988475	2	< 0.1%
0.387608379	2	< 0.1%
-0.1670839982	2	< 0.1%
-0.5009512193	2	< 0.1%
-0.8042474026	2	< 0.1%
-0.47592853	2	< 0.1%
-0.06056350255	2	< 0.1%
0.07029265643	2	< 0.1%
-0.0004486332649	1	< 0.1%
Other values (4980)	4980	95.7%
(Missing)	206	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.9998542374	1	< 0.1%
-0.9994216567	1	< 0.1%
-0.9992965079	1	< 0.1%
-0.9982727312	1	< 0.1%
-0.9979352051	1	< 0.1%
-0.9973795645	1	< 0.1%
-0.9973444564	1	< 0.1%
-0.9966251513	1	< 0.1%
-0.9965653988	1	< 0.1%
-0.9964575223	1	< 0.1%

Value	Count	Frequency (%)
33.28098556	1	< 0.1%
8.725687571	1	< 0.1%
7.564530876	1	< 0.1%
7.492914449	1	< 0.1%
6.921500924	1	< 0.1%
5.897939474	1	< 0.1%
5.736607268	1	< 0.1%
5.64065769	1	< 0.1%
5.450054284	1	< 0.1%
5.299123385	1	< 0.1%

Country
Text

Distinct	52
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	300.0 KiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10410
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	11 ?
Unique (%)	0.2%

Sample

1st row	US
2nd row	US
3rd row	US
4th row	CN
5th row	US

Value	Count	Frequency (%)
us	4398	84.5%
cn	207	4.0%
il	86	1.7%
gb	66	1.3%
ca	60	1.2%
hk	51	1.0%
sg	48	0.9%
bm	32	0.6%
ie	31	0.6%
ky	25	0.5%
Other values (42)	201	3.9%

Most occurring characters

Value	Count	Frequency (%)
S	4456	42.8%
U	4430	42.6%
C	296	2.8%
N	224	2.2%
G	133	1.3%
I	128	1.2%
L	115	1.1%
B	111	1.1%
K	86	0.8%
A	82	0.8%
Other values (15)	349	3.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10410	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	4456	42.8%
U	4430	42.6%
C	296	2.8%
N	224	2.2%
G	133	1.3%
I	128	1.2%
L	115	1.1%
B	111	1.1%
K	86	0.8%
A	82	0.8%
Other values (15)	349	3.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10410	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	4456	42.8%
U	4430	42.6%
C	296	2.8%
N	224	2.2%
G	133	1.3%
I	128	1.2%
L	115	1.1%
B	111	1.1%
K	86	0.8%
A	82	0.8%
Other values (15)	349	3.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10410	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	4456	42.8%
U	4430	42.6%
C	296	2.8%
N	224	2.2%
G	133	1.3%
I	128	1.2%
L	115	1.1%
B	111	1.1%
K	86	0.8%
A	82	0.8%
Other values (15)	349	3.4%

Chiffre d'affaires
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	4564
Distinct (%)	99.5%
Missing	620
Missing (%)	11.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.347777 × 10¹⁰

Minimum	-3.66072 × 10⁸
Maximum	3.4011754 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	15
Negative (%)	0.3%
Memory size	40.8 KiB

Quantile statistics

Minimum	-3.66072 × 10⁸
5-th percentile	1876323.4
Q1	53300000
median	4.4814202 × 10⁸
Q3	2.408489 × 10⁹
95-th percentile	1.97816 × 10¹⁰
Maximum	3.4011754 × 10¹³
Range	3.401212 × 10¹³
Interquartile range (IQR)	2.355189 × 10⁹

Descriptive statistics

Standard deviation	5.0415324 × 10¹¹
Coefficient of variation (CV)	37.40628
Kurtosis	4514.6144
Mean	1.347777 × 10¹⁰
Median Absolute Deviation (MAD)	4.3925702 × 10⁸
Skewness	66.952766
Sum	6.1795576 × 10¹³
Variance	2.5417049 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500000	4	0.1%
6591000064	3	0.1%
11942000	2	< 0.1%
22233000	2	< 0.1%
6853000	2	< 0.1%
65000	2	< 0.1%
3500000	2	< 0.1%
68000	2	< 0.1%
1000000	2	< 0.1%
143768992	2	< 0.1%
Other values (4554)	4562	87.6%
(Missing)	620	11.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-366072000	1	< 0.1%
-130852000	1	< 0.1%
-98696000	1	< 0.1%
-75971000	1	< 0.1%
-65000000	1	< 0.1%
-59345000	1	< 0.1%
-38133000	1	< 0.1%
-21382000	1	< 0.1%
-11137000	1	< 0.1%
-9598000	1	< 0.1%

Value	Count	Frequency (%)
3.401175374 × 10¹³	1	< 0.1%
2.223509078 × 10¹²	1	< 0.1%
9.41168001 × 10¹¹	1	< 0.1%
6.68366209 × 10¹¹	1	< 0.1%
6.573319782 × 10¹¹	1	< 0.1%
6.043339981 × 10¹¹	1	< 0.1%
3.856030106 × 10¹¹	1	< 0.1%
3.854390067 × 10¹¹	1	< 0.1%
3.618549924 × 10¹¹	1	< 0.1%
3.451349893 × 10¹¹	1	< 0.1%

Résultat net
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	5021
Distinct (%)	99.2%
Missing	142
Missing (%)	2.7%
Infinite	0
Infinite (%)	0.0%
Mean	-1.0826811 × 10¹⁰

Minimum	-5.7899787 × 10¹³
Maximum	9.3358398 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	2309
Negative (%)	44.4%
Memory size	40.8 KiB

Quantile statistics

Minimum	-5.7899787 × 10¹³
5-th percentile	-2.7930071 × 10⁸
Q1	-32268535
median	3584051
Q3	1.214675 × 10⁸
95-th percentile	1.7825561 × 10⁹
Maximum	9.3358398 × 10¹¹
Range	5.8833371 × 10¹³
Interquartile range (IQR)	1.5373604 × 10⁸

Descriptive statistics

Standard deviation	8.1383958 × 10¹¹
Coefficient of variation (CV)	-75.168908
Kurtosis	5060.1441
Mean	-1.0826811 × 10¹⁰
Median Absolute Deviation (MAD)	60383051
Skewness	-71.124358
Sum	-5.4816145 × 10¹³
Variance	6.6233486 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
714000000	3	0.1%
1052000000	3	0.1%
2936000000	2	< 0.1%
26037000	2	< 0.1%
4487000064	2	< 0.1%
975000000	2	< 0.1%
81000000	2	< 0.1%
-35390000	2	< 0.1%
673000000	2	< 0.1%
106100000	2	< 0.1%
Other values (5011)	5041	96.8%
(Missing)	142	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.789978722 × 10¹³	1	< 0.1%
-2.160125542 × 10¹⁰	1	< 0.1%
-1.176899994 × 10¹⁰	1	< 0.1%
-9406706688	1	< 0.1%
-7966970880	1	< 0.1%
-6808999936	1	< 0.1%
-6541000192	1	< 0.1%
-5866999808	1	< 0.1%
-5810999808	1	< 0.1%
-5791000064	1	< 0.1%

Value	Count	Frequency (%)
9.335839785 × 10¹¹	1	< 0.1%
1.224190525 × 10¹¹	1	< 0.1%
1.019560018 × 10¹¹	1	< 0.1%
8.813599949 × 10¹⁰	1	< 0.1%
8.765699686 × 10¹⁰	1	< 0.1%
7.992333926 × 10¹⁰	1	< 0.1%
7.974100173 × 10¹⁰	1	< 0.1%
5.221699994 × 10¹⁰	1	< 0.1%
5.143400038 × 10¹⁰	1	< 0.1%
4.441899827 × 10¹⁰	1	< 0.1%

Sector
Categorical

MISSING

Distinct	11
Distinct (%)	0.2%
Missing	56
Missing (%)	1.1%
Memory size	357.8 KiB

Financial Services	1168
Healthcare	1052
Technology	713
Industrials	574
Consumer Cyclical	536
Other values (6)	1106

Length

Max length	22
Median length	18
Mean length	13.52282
Min length	6

Characters and Unicode

Total characters	69629
Distinct characters	31
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Industrials
2nd row	Healthcare
3rd row	Consumer Cyclical
4th row	Healthcare
5th row	Healthcare

Common Values

Value	Count	Frequency (%)
Financial Services	1168	22.4%
Healthcare	1052	20.2%
Technology	713	13.7%
Industrials	574	11.0%
Consumer Cyclical	536	10.3%
Real Estate	245	4.7%
Consumer Defensive	215	4.1%
Communication Services	210	4.0%
Energy	184	3.5%
Basic Materials	162	3.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
services	1378	17.9%
financial	1168	15.2%
healthcare	1052	13.7%
consumer	751	9.8%
technology	713	9.3%
industrials	574	7.5%
cyclical	536	7.0%
real	245	3.2%
estate	245	3.2%
defensive	215	2.8%
Other values (5)	808	10.5%

Most occurring characters

Value	Count	Frequency (%)
e	7895	11.3%
a	6736	9.7%
i	6053	8.7%
c	5755	8.3%
n	5193	7.5%
l	5076	7.3%
s	4151	6.0%
r	4101	5.9%
t	2668	3.8%
o	2597	3.7%
Other values (21)	19404	27.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	69629	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	7895	11.3%
a	6736	9.7%
i	6053	8.7%
c	5755	8.3%
n	5193	7.5%
l	5076	7.3%
s	4151	6.0%
r	4101	5.9%
t	2668	3.8%
o	2597	3.7%
Other values (21)	19404	27.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	69629	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	7895	11.3%
a	6736	9.7%
i	6053	8.7%
c	5755	8.3%
n	5193	7.5%
l	5076	7.3%
s	4151	6.0%
r	4101	5.9%
t	2668	3.8%
o	2597	3.7%
Other values (21)	19404	27.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	69629	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	7895	11.3%
a	6736	9.7%
i	6053	8.7%
c	5755	8.3%
n	5193	7.5%
l	5076	7.3%
s	4151	6.0%
r	4101	5.9%
t	2668	3.8%
o	2597	3.7%
Other values (21)	19404	27.9%

Industry
Text

MISSING

Distinct	145
Distinct (%)	2.8%
Missing	56
Missing (%)	1.1%
Memory size	385.2 KiB

Length

Max length	40
Median length	34
Mean length	19.238493
Min length	4

Characters and Unicode

Total characters	99059
Distinct characters	48
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.1%

Sample

1st row	Industrial Distribution
2nd row	Biotechnology
3rd row	Apparel Manufacturing
4th row	Health Information Services
5th row	Medical Devices

Value	Count	Frequency (%)
	2340	17.8%
biotechnology	602	4.6%
services	466	3.5%
management	452	3.4%
asset	437	3.3%
software	366	2.8%
banks	327	2.5%
regional	322	2.4%
specialty	305	2.3%
medical	241	1.8%
Other values (189)	7293	55.5%

Most occurring characters

Value	Count	Frequency (%)
e	9930	10.0%
	8002	8.1%
i	7023	7.1%
t	6980	7.0%
a	6842	6.9%
n	6767	6.8%
o	5527	5.6%
s	5302	5.4%
r	4785	4.8%
c	4363	4.4%
Other values (38)	33538	33.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	99059	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	9930	10.0%
	8002	8.1%
i	7023	7.1%
t	6980	7.0%
a	6842	6.9%
n	6767	6.8%
o	5527	5.6%
s	5302	5.4%
r	4785	4.8%
c	4363	4.4%
Other values (38)	33538	33.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	99059	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	9930	10.0%
	8002	8.1%
i	7023	7.1%
t	6980	7.0%
a	6842	6.9%
n	6767	6.8%
o	5527	5.6%
s	5302	5.4%
r	4785	4.8%
c	4363	4.4%
Other values (38)	33538	33.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	99059	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	9930	10.0%
	8002	8.1%
i	7023	7.1%
t	6980	7.0%
a	6842	6.9%
n	6767	6.8%
o	5527	5.6%
s	5302	5.4%
r	4785	4.8%
c	4363	4.4%
Other values (38)	33538	33.9%

Price 52 Weeks Ago
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	4067
Distinct (%)	80.9%
Missing	177
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%
Mean	47.01906

Minimum	0.30000001
Maximum	11250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0.30000001
5-th percentile	1.49
Q1	6.1754957
median	13.660382
Q3	39.384068
95-th percentile	171.18811
Maximum	11250
Range	11249.7
Interquartile range (IQR)	33.208573

Descriptive statistics

Standard deviation	213.99657
Coefficient of variation (CV)	4.5512729
Kurtosis	1653.1908
Mean	47.01906
Median Absolute Deviation (MAD)	10.476907
Skewness	35.415334
Sum	236411.83
Variance	45794.533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.220000029	10	0.2%
2.049999952	8	0.2%
1.679999948	8	0.2%
10.69999981	8	0.2%
4.199999809	7	0.1%
12	7	0.1%
3.019999981	7	0.1%
2.599999905	6	0.1%
2.559999943	6	0.1%
10.60000038	6	0.1%
Other values (4057)	4955	95.2%
(Missing)	177	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3000000119	1	< 0.1%
0.400000006	1	< 0.1%
0.4300000072	1	< 0.1%
0.4379999936	1	< 0.1%
0.4799999893	1	< 0.1%
0.5009999871	1	< 0.1%
0.5099999905	1	< 0.1%
0.5170000196	1	< 0.1%
0.5210062861	1	< 0.1%
0.5320000052	1	< 0.1%

Value	Count	Frequency (%)
11250	1	< 0.1%
6156.72998	1	< 0.1%
3456	1	< 0.1%
3190.70166	1	< 0.1%
2483.830078	1	< 0.1%
1566.987183	1	< 0.1%
1506.199951	1	< 0.1%
1464.240601	1	< 0.1%
1330	1	< 0.1%
1239.800049	1	< 0.1%

Currency
Categorical

HIGH CORRELATION IMBALANCE

Distinct	24
Distinct (%)	0.5%
Missing	49
Missing (%)	0.9%
Memory size	304.9 KiB

USD	4929
CNY	111
EUR	33
BRL	12
CAD	11
Other values (19)	60

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	15468
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	0.2%

Sample

1st row	USD
2nd row	USD
3rd row	USD
4th row	USD
5th row	USD

Common Values

Value	Count	Frequency (%)
USD	4929	94.7%
CNY	111	2.1%
EUR	33	0.6%
BRL	12	0.2%
CAD	11	0.2%
HKD	10	0.2%
GBP	9	0.2%
SGD	6	0.1%
AUD	6	0.1%
JPY	5	0.1%
Other values (14)	24	0.5%
(Missing)	49	0.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
usd	4929	95.6%
cny	111	2.2%
eur	33	0.6%
brl	12	0.2%
cad	11	0.2%
hkd	10	0.2%
gbp	9	0.2%
sgd	6	0.1%
aud	6	0.1%
jpy	5	0.1%
Other values (14)	24	0.5%

Most occurring characters

Value	Count	Frequency (%)
D	4970	32.1%
U	4969	32.1%
S	4936	31.9%
C	126	0.8%
N	119	0.8%
Y	119	0.8%
R	54	0.3%
E	36	0.2%
B	22	0.1%
A	18	0.1%
Other values (14)	99	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15468	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
D	4970	32.1%
U	4969	32.1%
S	4936	31.9%
C	126	0.8%
N	119	0.8%
Y	119	0.8%
R	54	0.3%
E	36	0.2%
B	22	0.1%
A	18	0.1%
Other values (14)	99	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15468	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
D	4970	32.1%
U	4969	32.1%
S	4936	31.9%
C	126	0.8%
N	119	0.8%
Y	119	0.8%
R	54	0.3%
E	36	0.2%
B	22	0.1%
A	18	0.1%
Other values (14)	99	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15468	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
D	4970	32.1%
U	4969	32.1%
S	4936	31.9%
C	126	0.8%
N	119	0.8%
Y	119	0.8%
R	54	0.3%
E	36	0.2%
B	22	0.1%
A	18	0.1%
Other values (14)	99	0.6%

Total assets
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	5029
Distinct (%)	99.7%
Missing	160
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.5744943 × 10⁸

Minimum	1024
Maximum	1.52041 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	1024
5-th percentile	3664160
Q1	17058400
median	47441000
Q3	1.22361 × 10⁸
95-th percentile	5.71901 × 10⁸
Maximum	1.52041 × 10¹⁰
Range	1.5204099 × 10¹⁰
Interquartile range (IQR)	1.053026 × 10⁸

Descriptive statistics

Standard deviation	5.2438933 × 10⁸
Coefficient of variation (CV)	3.3305255
Kurtosis	237.57717
Mean	1.5744943 × 10⁸
Median Absolute Deviation (MAD)	37009100
Skewness	12.703754
Sum	7.9433237 × 10¹¹
Variance	2.7498417 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30000000	2	< 0.1%
21921800	2	< 0.1%
46608800	2	< 0.1%
6374540	2	< 0.1%
37457200	2	< 0.1%
100625000	2	< 0.1%
57145700	2	< 0.1%
14000000	2	< 0.1%
144976992	2	< 0.1%
28483600	2	< 0.1%
Other values (5019)	5025	96.5%
(Missing)	160	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1024	1	< 0.1%
12443	1	< 0.1%
113809	1	< 0.1%
164495	1	< 0.1%
228025	1	< 0.1%
333008	1	< 0.1%
360600	1	< 0.1%
376141	1	< 0.1%
393449	1	< 0.1%
396368	1	< 0.1%

Value	Count	Frequency (%)
1.52041001 × 10¹⁰	1	< 0.1%
1.049559962 × 10¹⁰	1	< 0.1%
8910760000	1	< 0.1%
8043539968	1	< 0.1%
7759580160	1	< 0.1%
7433039872	1	< 0.1%
7170240000	1	< 0.1%
6478000000	1	< 0.1%
6365200000	1	< 0.1%
5858999808	1	< 0.1%

EPS Annual
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	5003
Distinct (%)	97.5%
Missing	72
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	-10.428331

Minimum	-27482.559
Maximum	11880.286
Zeros	5
Zeros (%)	0.1%
Negative	2410
Negative (%)	46.3%
Memory size	40.8 KiB

Quantile statistics

Minimum	-27482.559
5-th percentile	-8.86228
Q1	-1.1455
median	0.0964
Q3	2.0662
95-th percentile	9.07822
Maximum	11880.286
Range	39362.844
Interquartile range (IQR)	3.2117

Descriptive statistics

Standard deviation	555.59309
Coefficient of variation (CV)	-53.277278
Kurtosis	1968.5933
Mean	-10.428331
Median Absolute Deviation (MAD)	1.5453
Skewness	-38.883906
Sum	-53528.623
Variance	308683.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	0.1%
0.0198	3	0.1%
-0.0396	3	0.1%
-0.0212	3	0.1%
0.6003	3	0.1%
-0.875	2	< 0.1%
0.4738	2	< 0.1%
-2.5297	2	< 0.1%
0.0099	2	< 0.1%
0.3131	2	< 0.1%
Other values (4993)	5106	98.1%
(Missing)	72	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-27482.5587	1	< 0.1%
-24710.4779	1	< 0.1%
-5086.0393	1	< 0.1%
-2997.8	1	< 0.1%
-2181	1	< 0.1%
-1952.8796	1	< 0.1%
-1586.1632	1	< 0.1%
-1564.215	1	< 0.1%
-1018.2512	1	< 0.1%
-1008.1846	1	< 0.1%

Value	Count	Frequency (%)
11880.2857	1	< 0.1%
4380.6219	1	< 0.1%
2241.184	1	< 0.1%
788.6044	1	< 0.1%
463.3511	1	< 0.1%
201.4798	1	< 0.1%
149.2047	1	< 0.1%
133.0526	1	< 0.1%
117.4103	1	< 0.1%
92.8812	1	< 0.1%

Dividend Per Share Annual
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1960
Distinct (%)	77.1%
Missing	2663
Missing (%)	51.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.5690946

Minimum	0
Maximum	2950.8354
Zeros	466
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.11405
median	0.72215
Q3	1.60335
95-th percentile	4.720395
Maximum	2950.8354
Range	2950.8354
Interquartile range (IQR)	1.4893

Descriptive statistics

Standard deviation	58.660602
Coefficient of variation (CV)	22.833181
Kurtosis	2514.125
Mean	2.5690946
Median Absolute Deviation (MAD)	0.6845
Skewness	50.012834
Sum	6530.6384
Variance	3441.0662
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	466	9.0%
0.2	4	0.1%
0.0002	4	0.1%
1	3	0.1%
0.04	3	0.1%
0.2401	3	0.1%
0.2402	3	0.1%
1.36	3	0.1%
0.24	3	0.1%
0.6149	3	0.1%
Other values (1950)	2047	39.3%
(Missing)	2663	51.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	466	9.0%
0.0001	1	< 0.1%
0.0002	4	0.1%
0.0003	1	< 0.1%
0.0004	2	< 0.1%
0.0005	1	< 0.1%
0.0008	2	< 0.1%
0.0009	1	< 0.1%
0.001	1	< 0.1%
0.0012	1	< 0.1%

Value	Count	Frequency (%)
2950.8354	1	< 0.1%
140	1	< 0.1%
134.0642	1	< 0.1%
26.5818	1	< 0.1%
25.0042	1	< 0.1%
23.5369	1	< 0.1%
20.335	1	< 0.1%
20.2984	1	< 0.1%
19.7907	1	< 0.1%
19.5652	1	< 0.1%

EBITDA CAGR (5y)
Real number (ℝ)

MISSING SKEWED

Distinct	1997
Distinct (%)	80.8%
Missing	2733
Missing (%)	52.5%
Infinite	0
Infinite (%)	0.0%
Mean	85.139422

Minimum	-81.41
Maximum	189631.11
Zeros	0
Zeros (%)	0.0%
Negative	735
Negative (%)	14.1%
Memory size	40.8 KiB

Quantile statistics

Minimum	-81.41
5-th percentile	-21.396
Q1	-2.12
median	6.41
Q3	16.01
95-th percentile	41.6115
Maximum	189631.11
Range	189712.52
Interquartile range (IQR)	18.13

Descriptive statistics

Standard deviation	3813.936
Coefficient of variation (CV)	44.796357
Kurtosis	2471.8324
Mean	85.139422
Median Absolute Deviation (MAD)	9.125
Skewness	49.716684
Sum	210464.65
Variance	14546108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.62	6	0.1%
-8.31	5	0.1%
5.74	4	0.1%
4.45	4	0.1%
3.3	4	0.1%
1.65	4	0.1%
5.66	4	0.1%
11.12	4	0.1%
11.65	4	0.1%
-0.05	4	0.1%
Other values (1987)	2429	46.7%
(Missing)	2733	52.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-81.41	1	< 0.1%
-75.69	1	< 0.1%
-64.67	1	< 0.1%
-58.66	1	< 0.1%
-55	1	< 0.1%
-54.22	1	< 0.1%
-51.79	1	< 0.1%
-49.8	1	< 0.1%
-48.62	1	< 0.1%
-48.04	1	< 0.1%

Value	Count	Frequency (%)
189631.11	1	< 0.1%
248.75	1	< 0.1%
211.04	1	< 0.1%
208.13	1	< 0.1%
160.43	1	< 0.1%
137.53	1	< 0.1%
135.05	1	< 0.1%
130.94	1	< 0.1%
127.74	1	< 0.1%
123.28	1	< 0.1%

EBITDA
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	4053
Distinct (%)	99.6%
Missing	1134
Missing (%)	21.8%
Infinite	0
Infinite (%)	0.0%
Mean	-6.0733777 × 10⁹

Minimum	-3.0704371 × 10¹³
Maximum	1.717253 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	1585
Negative (%)	30.5%
Memory size	40.8 KiB

Quantile statistics

Minimum	-3.0704371 × 10¹³
5-th percentile	-1.7537901 × 10⁸
Q1	-16669000
median	35762000
Q3	4.322345 × 10⁸
95-th percentile	4.2354995 × 10⁹
Maximum	1.717253 × 10¹²
Range	3.2421624 × 10¹³
Interquartile range (IQR)	4.489035 × 10⁸

Descriptive statistics

Standard deviation	4.8204276 × 10¹¹
Coefficient of variation (CV)	-79.369797
Kurtosis	4044.2946
Mean	-6.0733777 × 10⁹
Median Absolute Deviation (MAD)	1.0948901 × 10⁸
Skewness	-63.478698
Sum	-2.4724721 × 10¹³
Variance	2.3236522 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1488999936	2	< 0.1%
-21442000	2	< 0.1%
102000000	2	< 0.1%
450000000	2	< 0.1%
280700000	2	< 0.1%
-195594752	2	< 0.1%
-274000000	2	< 0.1%
2894000128	2	< 0.1%
728000000	2	< 0.1%
-56512000	2	< 0.1%
Other values (4043)	4051	77.8%
(Missing)	1134	21.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.070437097 × 10¹³	1	< 0.1%
-1.942801613 × 10¹⁰	1	< 0.1%
-7924198912	1	< 0.1%
-7255211008	1	< 0.1%
-4800000000	1	< 0.1%
-4107000064	1	< 0.1%
-2722977024	1	< 0.1%
-2179000064	1	< 0.1%
-2116557952	1	< 0.1%
-1929326208	1	< 0.1%

Value	Count	Frequency (%)
1.717253046 × 10¹²	1	< 0.1%
1.832219935 × 10¹¹	1	< 0.1%
1.349113037 × 10¹¹	1	< 0.1%
1.317810012 × 10¹¹	1	< 0.1%
1.29433002 × 10¹¹	1	< 0.1%
1.154780037 × 10¹¹	1	< 0.1%
1.040490004 × 10¹¹	1	< 0.1%
7.817014477 × 10¹⁰	1	< 0.1%
7.477400371 × 10¹⁰	1	< 0.1%
7.090299699 × 10¹⁰	1	< 0.1%

ROI Annual
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	3661
Distinct (%)	71.7%
Missing	101
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	-63.254051

Minimum	-108880
Maximum	12633.08
Zeros	5
Zeros (%)	0.1%
Negative	2358
Negative (%)	45.3%
Memory size	40.8 KiB

Quantile statistics

Minimum	-108880
5-th percentile	-151.3135
Q1	-23.5
median	1.105
Q3	8.13
95-th percentile	24.0955
Maximum	12633.08
Range	121513.08
Interquartile range (IQR)	31.63

Descriptive statistics

Standard deviation	1707.0188
Coefficient of variation (CV)	-26.986712
Kurtosis	3325.2085
Mean	-63.254051
Median Absolute Deviation (MAD)	10.455
Skewness	-54.617225
Sum	-322848.68
Variance	2913913.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.53	8	0.2%
6.15	7	0.1%
4.19	7	0.1%
1.17	6	0.1%
3.7	6	0.1%
8.62	6	0.1%
9.32	6	0.1%
3.2	6	0.1%
3.28	6	0.1%
6.2	6	0.1%
Other values (3651)	5040	96.8%
(Missing)	101	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-108880	1	< 0.1%
-41952.85	1	< 0.1%
-29104.88	1	< 0.1%
-9780	1	< 0.1%
-5196.477	1	< 0.1%
-5033.59	1	< 0.1%
-3715.82	1	< 0.1%
-3645.8	1	< 0.1%
-3304.87	1	< 0.1%
-3184.29	1	< 0.1%

Value	Count	Frequency (%)
12633.08	1	< 0.1%
2662.67	1	< 0.1%
1875.53	1	< 0.1%
1670	1	< 0.1%
1054.47	1	< 0.1%
737.69	1	< 0.1%
643.41	1	< 0.1%
445.65	1	< 0.1%
432.25	1	< 0.1%
307.73	1	< 0.1%

Ratio Debt/Equity (Annual)
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	3451
Distinct (%)	68.1%
Missing	139
Missing (%)	2.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.9646629

Minimum	0
Maximum	848.9286
Zeros	1073
Zeros (%)	20.6%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.008425
median	0.31985
Q3	0.98835
95-th percentile	5.717875
Maximum	848.9286
Range	848.9286
Interquartile range (IQR)	0.979925

Descriptive statistics

Standard deviation	15.985055
Coefficient of variation (CV)	8.136284
Kurtosis	1701.1077
Mean	1.9646629
Median Absolute Deviation (MAD)	0.31985
Skewness	36.198118
Sum	9952.9821
Variance	255.52198
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1073	20.6%
0.0002	10	0.2%
0.0001	9	0.2%
0.0005	7	0.1%
0.0006	6	0.1%
0.002	6	0.1%
0.0008	6	0.1%
0.004	6	0.1%
0.0032	6	0.1%
0.0065	6	0.1%
Other values (3441)	3931	75.5%
(Missing)	139	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1073	20.6%
0.0001	9	0.2%
0.0002	10	0.2%
0.0003	2	< 0.1%
0.0004	5	0.1%
0.0005	7	0.1%
0.0006	6	0.1%
0.0007	2	< 0.1%
0.0008	6	0.1%
0.0009	1	< 0.1%

Value	Count	Frequency (%)
848.9286	1	< 0.1%
439.3673	1	< 0.1%
262.3333	1	< 0.1%
255.8918	1	< 0.1%
181.8148	1	< 0.1%
165.6711	1	< 0.1%
136.576	1	< 0.1%
114.4921	1	< 0.1%
102.7736	1	< 0.1%
99.25	1	< 0.1%

Dividend Yield Indicated Annual
Real number (ℝ)

MISSING

Distinct	1723
Distinct (%)	96.4%
Missing	3417
Missing (%)	65.6%
Infinite	0
Infinite (%)	0.0%
Mean	3.6397948

Minimum	0
Maximum	37.974686
Zeros	52
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	40.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.29014166
Q1	1.3074151
median	2.6693502
Q3	4.4594362
95-th percentile	11.382296
Maximum	37.974686
Range	37.974686
Interquartile range (IQR)	3.1520212

Descriptive statistics

Standard deviation	3.6877001
Coefficient of variation (CV)	1.0131615
Kurtosis	13.639232
Mean	3.6397948
Median Absolute Deviation (MAD)	1.5035975
Skewness	2.8080064
Sum	6507.9531
Variance	13.599132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	52	1.0%
2.3501763	2	< 0.1%
3.937008	2	< 0.1%
9.208103	2	< 0.1%
1.7857141	2	< 0.1%
3.0464585	2	< 0.1%
0.44444445	2	< 0.1%
3.508772	2	< 0.1%
5.0377836	2	< 0.1%
1.7621145	2	< 0.1%
Other values (1713)	1718	33.0%
(Missing)	3417	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	1.0%
0.01611344	1	< 0.1%
0.02446483	1	< 0.1%
0.02486	1	< 0.1%
0.03518154	1	< 0.1%
0.0404408	1	< 0.1%
0.058823526	1	< 0.1%
0.061462812	1	< 0.1%
0.08841733	1	< 0.1%
0.09412973	1	< 0.1%

Value	Count	Frequency (%)
37.974686	1	< 0.1%
36.06557	1	< 0.1%
33.41772	1	< 0.1%
27.79828	1	< 0.1%
25.14142	1	< 0.1%
22.988506	1	< 0.1%
21.467888	1	< 0.1%
20.3789	1	< 0.1%
19.793814	1	< 0.1%
19.59184	1	< 0.1%

Auto

Heatmap
Table

	52 Weeks High	52 Weeks Low	Beta	Chiffre d'affaires	Currency	Dividend Per Share Annual	Dividend Yield Indicated Annual	EBITDA	EBITDA CAGR (5y)	EPS Annual	Exchange	Market Cap (in M)	P/E Ratio	Performance (52 weeks)	Price	Price 52 Weeks Ago	ROI Annual	Ratio Debt/Equity (Annual)	Résultat net	Sector	Total assets	Volume 1 month	Volume 52 weeks
52 Weeks High	1.000	0.873	-0.015	0.605	0.000	0.482	-0.488	0.563	0.250	0.532	0.006	0.714	0.212	0.331	0.887	0.963	0.496	0.194	0.522	0.000	0.208	0.295	0.243
52 Weeks Low	0.873	1.000	-0.115	0.673	0.000	0.540	-0.435	0.684	0.240	0.680	0.004	0.817	0.217	0.469	0.980	0.904	0.632	0.218	0.645	0.000	0.279	0.216	0.149
Beta	-0.015	-0.115	1.000	-0.053	0.046	-0.105	-0.107	-0.258	0.031	-0.238	0.158	0.044	0.114	-0.067	-0.078	-0.059	-0.259	-0.005	-0.243	0.130	0.157	0.253	0.274
Chiffre d'affaires	0.605	0.673	-0.053	1.000	0.998	0.329	-0.285	0.795	0.090	0.550	0.000	0.813	0.099	0.276	0.669	0.628	0.501	0.395	0.525	0.000	0.611	0.543	0.508
Currency	0.000	0.000	0.046	0.998	1.000	0.997	0.000	0.998	0.000	0.707	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.998	0.059	0.000	0.000	0.000
Dividend Per Share Annual	0.482	0.540	-0.105	0.329	0.997	1.000	0.220	0.526	0.089	0.510	0.000	0.448	-0.054	0.135	0.510	0.504	0.300	0.163	0.483	0.000	0.215	0.173	0.178
Dividend Yield Indicated Annual	-0.488	-0.435	-0.107	-0.285	0.000	0.220	1.000	-0.085	-0.188	-0.295	0.022	-0.303	-0.282	-0.233	-0.476	-0.446	-0.268	0.151	-0.253	0.134	-0.037	-0.065	-0.053
EBITDA	0.563	0.684	-0.258	0.795	0.998	0.526	-0.085	1.000	0.114	0.737	0.000	0.680	0.005	0.378	0.664	0.604	0.712	0.393	0.786	0.000	0.390	0.305	0.268
EBITDA CAGR (5y)	0.250	0.240	0.031	0.090	0.000	0.089	-0.188	0.114	1.000	0.357	0.000	0.178	-0.105	0.141	0.251	0.230	0.371	-0.030	0.268	0.000	0.018	0.045	0.033
EPS Annual	0.532	0.680	-0.238	0.550	0.707	0.510	-0.295	0.737	0.357	1.000	0.021	0.575	-0.369	0.374	0.657	0.571	0.852	0.157	0.815	0.018	0.238	0.120	0.077
Exchange	0.006	0.004	0.158	0.000	0.050	0.000	0.022	0.000	0.000	0.021	1.000	0.040	0.000	0.048	0.018	0.000	0.014	0.000	0.000	0.398	0.055	0.000	0.000
Market Cap (in M)	0.714	0.817	0.044	0.813	0.000	0.448	-0.303	0.680	0.178	0.575	0.040	1.000	0.239	0.484	0.834	0.717	0.510	0.305	0.545	0.026	0.719	0.601	0.557
P/E Ratio	0.212	0.217	0.114	0.099	0.000	-0.054	-0.282	0.005	-0.105	-0.369	0.000	0.239	1.000	0.194	0.237	0.209	-0.411	0.024	-0.092	0.042	0.104	0.109	0.097
Performance (52 weeks)	0.331	0.469	-0.067	0.276	0.000	0.135	-0.233	0.378	0.141	0.374	0.048	0.484	0.194	1.000	0.557	0.223	0.349	0.088	0.390	0.019	0.180	0.048	0.010
Price	0.887	0.980	-0.078	0.669	0.000	0.510	-0.476	0.664	0.251	0.657	0.018	0.834	0.237	0.557	1.000	0.889	0.606	0.220	0.624	0.000	0.289	0.243	0.174
Price 52 Weeks Ago	0.963	0.904	-0.059	0.628	0.000	0.504	-0.446	0.604	0.230	0.571	0.000	0.717	0.209	0.223	0.889	1.000	0.541	0.215	0.552	0.021	0.210	0.275	0.214
ROI Annual	0.496	0.632	-0.259	0.501	0.000	0.300	-0.268	0.712	0.371	0.852	0.014	0.510	-0.411	0.349	0.606	0.541	1.000	0.114	0.731	0.043	0.180	0.070	0.034
Ratio Debt/Equity (Annual)	0.194	0.218	-0.005	0.395	0.000	0.163	0.151	0.393	-0.030	0.157	0.000	0.305	0.024	0.088	0.220	0.215	0.114	1.000	0.172	0.017	0.273	0.252	0.238
Résultat net	0.522	0.645	-0.243	0.525	0.998	0.483	-0.253	0.786	0.268	0.815	0.000	0.545	-0.092	0.390	0.624	0.552	0.731	0.172	1.000	0.000	0.220	0.144	0.105
Sector	0.000	0.000	0.130	0.000	0.059	0.000	0.134	0.000	0.000	0.018	0.398	0.026	0.042	0.019	0.000	0.021	0.043	0.017	0.000	1.000	0.045	0.000	0.020
Total assets	0.208	0.279	0.157	0.611	0.000	0.215	-0.037	0.390	0.018	0.238	0.055	0.719	0.104	0.180	0.289	0.210	0.180	0.273	0.220	0.045	1.000	0.767	0.771
Volume 1 month	0.295	0.216	0.253	0.543	0.000	0.173	-0.065	0.305	0.045	0.120	0.000	0.601	0.109	0.048	0.243	0.275	0.070	0.252	0.144	0.000	0.767	1.000	0.938
Volume 52 weeks	0.243	0.149	0.274	0.508	0.000	0.178	-0.053	0.268	0.033	0.077	0.000	0.557	0.097	0.010	0.174	0.214	0.034	0.238	0.105	0.020	0.771	0.938	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Symbol	Company Name	Price	Market Cap (in M)	P/E Ratio	Beta	Volume 52 weeks	Volume 1 month	52 Weeks High	52 Weeks Low	Exchange	Performance (52 weeks)	Country	Chiffre d'affaires	Résultat net	Sector	Industry	Price 52 Weeks Ago	Currency	Total assets	EPS Annual	Dividend Per Share Annual	EBITDA CAGR (5y)	EBITDA	ROI Annual	Ratio Debt/Equity (Annual)	Dividend Yield Indicated Annual
0	TRNS	Transcat Inc	116.2900	1051.552692	74.8157	0.931989	5.090984e+04	7.298288e+04	147.115	84.450	NASDAQ	0.211360	US	2.655900e+08	15106000.0	Industrials	Industrial Distribution	96.050003	USD	2.553100e+07	1.6340	NaN	14.88	36794000.0	5.95	0.0185	NaN
1	ACRV	Acrivon Therapeutics Inc	7.1800	217.991134	NaN	0.711853	2.340076e+05	7.426779e+04	12.850	3.190	NASDAQ	-0.381850	US	NaN	-64118000.0	Healthcare	Biotechnology	11.600000	USD	1.320950e+08	-2.7352	NaN	NaN	-69743000.0	-49.83	0.0000	NaN
2	COLM	Columbia Sportswear Co	81.8350	4781.357487	18.8361	0.628373	4.619039e+05	5.568954e+05	87.230	66.010	NASDAQ	0.098148	US	3.385903e+09	227407008.0	Consumer Cyclical	Apparel Manufacturing	74.540024	USD	1.250472e+09	4.0929	1.2030	1.65	421724992.0	12.97	0.0000	1.491239
3	ZCMD	Zhongchao Inc	1.4900	12.008726	NaN	-1.479883	3.614145e+05	1.164410e+06	12.000	1.000	NASDAQ	-0.873369	CN	1.943394e+07	-11335911.0	Healthcare	Health Information Services	11.700000	USD	NaN	-4.3550	NaN	NaN	-4902353.0	-62.95	0.0000	NaN
4	MOVE	Movano Inc	0.3714	36.525224	NaN	1.216491	1.513081e+05	2.487234e+05	1.400	0.266	NASDAQ	-0.715289	US	8.520000e+05	-27907000.0	Healthcare	Medical Devices	1.300000	USD	3.505800e+07	-0.6339	NaN	NaN	-28069000.0	-837.14	0.0142	NaN
5	NMIH	NMI Holdings Inc	37.2400	2955.058424	9.1295	0.678791	5.305636e+05	5.543996e+05	42.000	25.640	NASDAQ	0.280151	US	6.179140e+08	348496992.0	Financial Services	Insurance - Specialty	29.110001	USD	NaN	3.8413	NaN	23.30	496424000.0	13.86	0.2064	NaN
6	GNTA	Genenta Science SPA	4.5635	81.703059	NaN	-1.192499	5.514391e+03	2.803921e+04	6.100	2.200	NASDAQ	-0.199875	IT	NaN	-11645455.0	Healthcare	Biotechnology	5.700000	EUR	NaN	-0.6393	NaN	NaN	-11690489.0	-57.00	0.0000	NaN
7	ALLR	Allarity Therapeutics Inc	0.1426	6.204360	NaN	3.290210	2.291709e+06	9.179877e+06	46.600	0.138	NASDAQ	-0.996625	US	NaN	-12823000.0	Healthcare	Biotechnology	41.599998	USD	NaN	-119.6080	NaN	NaN	-16895000.0	-285.88	1.9720	NaN
8	RRBI	Red River Bancshares Inc	49.3300	341.050025	9.6682	0.651340	9.616577e+03	1.154975e+04	58.000	42.780	NASDAQ	-0.004805	US	1.049270e+08	32488000.0	Financial Services	Banks - Regional	49.567513	USD	NaN	4.8566	0.3203	8.47	NaN	11.48	0.0000	0.736950
9	HCKT	Hackett Group Inc	25.5550	711.356492	20.4976	0.404137	9.765614e+04	1.270293e+05	27.680	20.230	NASDAQ	0.090217	US	2.974240e+08	34749000.0	Technology	Information Technology Services	23.445827	USD	5.962300e+07	1.2357	0.4420	7.93	59527000.0	27.81	0.3631	1.707412

	Symbol	Company Name	Price	Market Cap (in M)	P/E Ratio	Beta	Volume 52 weeks	Volume 1 month	52 Weeks High	52 Weeks Low	Exchange	Performance (52 weeks)	Country	Chiffre d'affaires	Résultat net	Sector	Industry	Price 52 Weeks Ago	Currency	Total assets	EPS Annual	Dividend Per Share Annual	EBITDA CAGR (5y)	EBITDA	ROI Annual	Ratio Debt/Equity (Annual)	Dividend Yield Indicated Annual
5195	GPOR	Gulfport Energy Corp	138.1400	2501.311709	1.7005	0.988221	2.022063e+05	2.470174e+05	165.1300	108.8400	NYSE	0.212501	US	8.965770e+08	7.523250e+08	Energy	Oil & Gas E&P	113.989998	USD	18107100.0	77.8180	0.2595	8.39000	7.347990e+08	51.19	0.3025	NaN
5196	HYB	New America High Income Fund Inc	8.0400	174.730000	6.2289	NaN	5.379206e+04	8.381739e+04	8.1103	6.2300	NYSE	0.262845	US	1.944200e+07	2.812600e+07	Financial Services	Asset Management	6.370649	USD	23374700.0	1.2033	0.6769	-5.57000	NaN	10.13	0.4335	NaN
5197	BA	Boeing Co	167.9100	103460.627412	NaN	1.149939	7.051050e+06	6.611630e+06	267.5400	159.7000	NYSE	-0.288335	US	7.355700e+10	-3.441000e+09	Industrials	Aerospace & Defense	235.720001	USD	616166976.0	-3.6679	2.0223	-30.59000	1.322000e+09	73.73	40.8466	NaN
5198	IVZ	Invesco Ltd	16.1600	7272.524128	NaN	1.201363	4.633188e+06	4.554791e+06	18.2800	12.4800	NYSE	0.027753	US	5.814000e+09	-3.372000e+08	Financial Services	Asset Management	15.724797	USD	450032000.0	-0.2131	1.3150	NaN	1.050800e+09	-0.42	0.5899	5.209657
5199	FBP	First BanCorp	19.7400	3285.271025	10.8473	0.928211	1.117185e+06	1.213457e+06	22.1200	12.7150	NYSE	0.347341	PR	8.751180e+08	3.108070e+08	Financial Services	Banks - Regional	14.663054	USD	163864992.0	1.7094	0.5663	15.24000	NaN	18.25	0.1080	3.258656
5200	SNDA	Sonida Senior Living Inc	29.3600	418.113320	NaN	0.884568	1.800198e+04	2.690000e+04	34.2600	6.8900	NYSE	1.992714	US	2.395880e+08	-2.302900e+07	Healthcare	Medical Care Facilities	9.840000	USD	14240900.0	-3.1104	0.0000	-1.16000	2.636500e+07	-3.80	64.9138	NaN
5201	MSD	Morgan Stanley Emerging Markets Debt Fund Inc	7.6000	153.450000	NaN	NaN	8.012738e+04	7.786522e+04	7.7600	6.1100	NYSE	0.309895	US	1.492400e+07	1.699100e+07	Financial Services	Asset Management	5.806285	USD	20190300.0	-1.8436	NaN	NaN	NaN	-24.25	0.0052	NaN
5202	COHR	Coherent Corp	63.3400	9656.880542	NaN	3.423148	2.326590e+06	2.209304e+06	80.9100	28.4700	NYSE	0.403250	US	4.598377e+09	-4.145670e+08	Technology	Scientific & Technical Instruments	45.180000	USD	152460992.0	-1.8859	NaN	30.66927	7.353950e+08	-2.24	0.5989	NaN
5203	TWLO	Twilio Inc	60.4100	9701.836400	NaN	1.528249	2.782786e+06	2.422213e+06	78.1600	49.8561	NYSE	-0.024610	US	4.239172e+09	-5.943220e+08	Technology	Software - Infrastructure	61.930000	USD	160600000.0	-5.5389	NaN	NaN	3.837300e+07	-9.46	0.1034	NaN
5204	NaN	Nano Labs Ltd	0.2821	21.119193	NaN	0.876390	2.915353e+05	5.139130e+04	4.7500	0.2801	NASDAQ	-0.769699	CN	7.833538e+07	-2.543520e+08	Technology	Semiconductors	1.220000	CNY	41590200.0	-4.2935	NaN	NaN	-1.955948e+08	17.16	0.1031	NaN

Most frequently occurring

	Symbol	Company Name	Price	Market Cap (in M)	P/E Ratio	Beta	Volume 52 weeks	Volume 1 month	52 Weeks High	52 Weeks Low	Exchange	Performance (52 weeks)	Country	Chiffre d'affaires	Résultat net	Sector	Industry	Price 52 Weeks Ago	Currency	Total assets	EPS Annual	Dividend Per Share Annual	EBITDA CAGR (5y)	EBITDA	ROI Annual	Ratio Debt/Equity (Annual)	Dividend Yield Indicated Annual	# duplicates
0	NaN	Nano Labs Ltd	0.2821	21.119193	NaN	0.87639	291535.31746	51391.304348	4.75	0.2801	NASDAQ	-0.769699	CN	78335376.0	-254352048.0	Technology	Semiconductors	1.22	CNY	41590200.0	-4.2935	NaN	NaN	-195594752.0	17.16	0.1031	NaN	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions